{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0a59f11c-66cc-4059-98ed-98e56c7657ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost\n",
    "import shap\n",
    "import matplotlib.pylab as pl\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.rcParams['font.family'] = 'Times New Roman'\n",
    "pl.rcParams['font.weight'] = 'bold'  \n",
    "pl.rcParams['axes.labelweight'] = 'bold'  \n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "import numpy as np\n",
    "import os\n",
    "from sklearn.metrics import roc_auc_score, average_precision_score\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "00651e5c-6200-41c8-a622-d6c3eaefe609",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/Users/kj/Library/CloudStorage/'\n",
    "\n",
    "if not path.endswith('/'):\n",
    "    path += '/'\n",
    "if not os.path.isdir(path):\n",
    "    os.mkdir(path)\n",
    "C_file = open(path + 'score.txt', 'w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "51fc3d90-4584-4147-92a7-288b6c64640d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['MIC: IMP or MPM', 'WBC, Low', 'PLT, High', 'MPV', 'PT', 'aPTT', 'ALP',\n",
      "       'Total Cheloesterol', 'K, Low', 'cl, Low', 'protein',\n",
      "       'colonization_sputum_1'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "X = pd.read_excel('/Users/kj/Library/CloudStorage/.xlsx')\n",
    "y = X['30_days_label']\n",
    "\n",
    "drop_list = ['30_days_label']\n",
    "X = X.drop(drop_list, axis=1)\n",
    "\n",
    "fea_list = pd.read_excel('/Users/kj/Library/CloudStorage/.xlsx')\n",
    "nominal_fea = fea_list[fea_list['Nominal']==1]['Type_Short_Name'].tolist()\n",
    "nominal_fea = list(set(nominal_fea) & set(X.columns))\n",
    "X = pd.get_dummies(X, columns=nominal_fea, drop_first=True)\n",
    "\n",
    "print(X.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8c6914fe-2c88-4759-a1a9-cacd8fc9edd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['MIC: IMP or MPM', 'WBC, Low', 'PLT, High', 'MPV', 'PT', 'aPTT', 'ALP',\n",
      "       'Total Cheloesterol', 'K, Low', 'cl, Low', 'protein',\n",
      "       'colonization_sputum_1'],\n",
      "      dtype='object')\n",
      "(639, 12)\n",
      "# samples:  639\n",
      "# positive samples:  72\n",
      "# negative samples:  567\n",
      "# features:  12\n"
     ]
    }
   ],
   "source": [
    "print(X.columns)\n",
    "print(X.shape)\n",
    "print('# samples: ', X.shape[0])\n",
    "print('# positive samples: ', sum(y==1))\n",
    "print('# negative samples: ', sum(y==0))\n",
    "print('# features: ', X.shape[1])\n",
    "print('# samples: ', X.shape[0], file=C_file)\n",
    "print('# positive samples: ', sum(y==1), file=C_file)\n",
    "print('# negative samples: ', sum(y==0), file=C_file)\n",
    "print('# features: ', X.shape[1], file=C_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60604ba8-1899-469d-9922-9ba4de51e893",
   "metadata": {},
   "source": [
    "# create a train/val/test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6b3de31f-761e-4f24-ac71-19fdd9ed8877",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b403b2b9-3984-4314-b4c4-474cba6be430",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start training XGBoost\n"
     ]
    }
   ],
   "source": [
    "print('start training XGBoost')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "804df143-ee35-43d7-8e46-5ff5e48b44a5",
   "metadata": {},
   "source": [
    "### Train Model ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1d93bbb9-0820-4348-88dd-ced7c51239b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "other_params = {'colsample_bylevel': 1, 'colsample_bytree': 1, 'learning_rate': 0.03, 'max_depth': 2, 'min_child_weight': 1, 'n_estimators': 1000, 'reg_alpha': 0, 'reg_lambda': 1, 'subsample': 0.5, 'objective':'binary:logistic', 'gamma': 0, 'random_state': 7}\n",
    "xlf = xgboost.XGBClassifier(**other_params)\n",
    "xlf.fit(X_train, y_train)\n",
    "model_train = xlf\n",
    "pickle.dump(model_train, open(path + \"model.pickle.dat\", \"wb\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57a1788f-b802-4cf7-9b8e-cffdd1362334",
   "metadata": {},
   "source": [
    "### Evaluate Model ###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4c337afd-77f6-4d56-9951-cfb031e210b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROC_AUC Score: 0.8449494949494949\n",
      "AP value: 0.6512362918676736\n"
     ]
    }
   ],
   "source": [
    "auc = roc_auc_score(y_test, model_train.predict_proba(X_test)[:, 1])\n",
    "AP = average_precision_score(y_test, model_train.predict_proba(X_test)[:, 1])\n",
    "print(\"ROC_AUC Score: {}\".format(auc))\n",
    "print(\"AP value: {}\".format(AP))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "13ccf27a-faf3-4fc9-8b53-6a30fe9bba5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = X_test.astype({col: int for col in X_test.select_dtypes(include=bool).columns})\n",
    "X_train = X_train.astype({col: int for col in X_train.select_dtypes(include=bool).columns})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "512f7508-a224-4c65-8a3d-ae0413b2b805",
   "metadata": {},
   "outputs": [],
   "source": [
    "C_file.write('ROC_AUC Score: '+str(auc)+'\\n')\n",
    "C_file.write('AP value: '+str(AP)+'\\n')\n",
    "\n",
    "C_file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "76d64002-55e6-47ec-9de7-40d32c66601f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start training TreeExplainer\n"
     ]
    }
   ],
   "source": [
    "print('start training TreeExplainer')\n",
    "back_data = X_train\n",
    "fore_data = X_test\n",
    "fore_data_label = pd.DataFrame(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c22256ab-9ebd-4c04-be0c-a081fb5d4437",
   "metadata": {},
   "outputs": [],
   "source": [
    "fore_data.to_excel(path + 'fore_data.xlsx', index = False)\n",
    "fore_data_label.to_excel(path + 'fore_data_label.xlsx', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "c4c0ae35-9d12-47a5-936e-ee899e410ca6",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(path + 'shap_values.npy', shap_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5375d762-ed25-42ea-b4a7-9ef57bc305df",
   "metadata": {},
   "outputs": [],
   "source": [
    "shap_inter_values = shap.TreeExplainer(model_train, data=back_data, feature_perturbation='tree_path_dependent').shap_interaction_values(fore_data)\n",
    "np.save(path + 'shap_interaction_values.npy', shap_inter_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "113f436d-1596-499e-9cae-fd315cd7d5d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "shap_values = np.load(path + 'shap_values.npy')\n",
    "\n",
    "shap_abs_mean = np.abs(shap_values).mean(axis=0)\n",
    "\n",
    "shap_ranking = pd.DataFrame(shap_abs_mean, index=fore_data.columns, columns=['SHAP Abs Mean'])\n",
    "\n",
    "shap_ranking_sorted = shap_ranking.sort_values(by='SHAP Abs Mean', ascending=False)\n",
    "\n",
    "# 랭킹 출력\n",
    "shap_ranking_sorted.to_excel(path + 'shap_ranking.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6dced10d-7872-46ca-b966-ec91d2eb0ebb",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer = shap.TreeExplainer(model_train, data=back_data)\n",
    "\n",
    "\n",
    "shap_values = explainer(fore_data)\n",
    "\n",
    "pl.subplots_adjust(left=0.4, right=0.9) \n",
    "shap.plots.beeswarm(shap_values, color=pl.get_cmap(\"cool\"), max_display=12, show=False)\n",
    "\n",
    "\n",
    "pl.savefig(path + 'shap cool.tiff', format='tiff', dpi=300)\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "98fc9ad2-5140-4bac-90b6-700c0d05488a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x850 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "explainer = shap.TreeExplainer(model_train, data=back_data)\n",
    "\n",
    "\n",
    "shap_values = explainer(fore_data)\n",
    "\n",
    "\n",
    "pl.figure(figsize=(20, 20))\n",
    "\n",
    "\n",
    "pl.subplots_adjust(left=0.4, right=0.9, top=0.95, bottom=0.05)\n",
    "\n",
    "\n",
    "shap.plots.heatmap(shap_values, instance_order=shap_values.sum(1), max_display=12, show=False)\n",
    "\n",
    "\n",
    "pl.savefig(path + 'shap Heatmap.tiff', format='tiff', dpi=300)\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "4575c561-1768-4657-bd21-a15bc2ae9aa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "explainer = shap.TreeExplainer(model_train, data=back_data)\n",
    "\n",
    "shap_values = explainer(fore_data)\n",
    "\n",
    "\n",
    "pl.rcParams.update({'font.size': 16}) \n",
    "\n",
    "shap.plots.bar(shap_values, max_display=31, show=False)\n",
    "\n",
    "\n",
    "pl.tight_layout()\n",
    "\n",
    "pl.savefig(path + 'shap bar plot.tiff', format='tiff', dpi=300)\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26486d27-8d27-4e53-b26e-f6d4d03b4c92",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
